{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import time\n",
    "start = time.time()\n",
    "##读取并合并数据\n",
    "data_train = pd.read_csv(\"round1_ijcai_18_train_20180301.txt\",sep=\" \")\n",
    "data_train = data_train.drop_duplicates()\n",
    "data_test = pd.read_csv(\"round1_ijcai_18_test_a_20180301.txt\",sep=\" \")\n",
    "data_all = pd.concat([data_train,data_test],axis=0)\n",
    "data_train =[]\n",
    "data_test = []\n",
    "##排序后重新索引\n",
    "data_all = data_all.sort_values('context_timestamp')\n",
    "data_all = pd.DataFrame(data_all.values,columns=data_all.columns)\n",
    "##不去除重复值和填补缺失值-1，将缺失值作为同类一起处理\n",
    "#data_all = data_all.replace(to_replace = [-1],value=[np.nan])\n",
    "length = len(data_all)\n",
    "#将时间戳转换为时间信息,提取day和hour\n",
    "import datetime\n",
    "time_array = []\n",
    "for i in range(length):\n",
    "    time_list = []\n",
    "    unix_ts = data_all.iloc[i]['context_timestamp']\n",
    "    time = datetime.datetime.fromtimestamp(int(unix_ts))\n",
    "    time_list.append(time.minute)\n",
    "    time_list.append(time.day)\n",
    "    time_list.append(time.hour)\n",
    "    time_array.append(time_list)\n",
    "time_array = pd.DataFrame(time_array,columns = ['min','day','hour'])\n",
    "data_all.insert(0,'min',time_array['min'].values)\n",
    "data_all.insert(0,'day',time_array['day'].values)\n",
    "data_all.insert(0,'hour',time_array['hour'].values)\n",
    "data_all.insert(0,'week_day',(time_array['day'].values)%7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "col = ['item_brand_id','item_city_id','shop_id','user_id',\n",
    "       'item_id','user_gender_id','user_occupation_id','item_category_list']\n",
    "for co in col:\n",
    "    se = data_all[co].drop_duplicates()\n",
    "    se = pd.Series(se.index,index=se.values)\n",
    "    data_all[co] = data_all[co].map(se)\n",
    "data_all['time'] = ((data_all['day']-18)*24*60+(data_all['hour'])*60+data_all['min']).astype(int)\n",
    "one = []\n",
    "for i in range(len(data_all)):\n",
    "    one.append(1)\n",
    "data_all.insert(0,'cnt',one)\n",
    "data_all.to_csv(\"data_for_click_statistics.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true,
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "feature_click = pd.DataFrame()\n",
    "data_all = pd.read_csv(\"data_for_click_statistics.csv\")\n",
    "feature_click.insert(0,'is_trade',data_all['is_trade'].values)\n",
    "time = list(data_all['time'].drop_duplicates())\n",
    "time_gap = [10,60,360,1440,2880]\n",
    "col = ['item_brand_id','item_city_id','shop_id','user_id','hour',\n",
    "       'item_id','user_gender_id','user_occupation_id','item_category_list']\n",
    "for tg in time_gap:\n",
    "    for co in col:\n",
    "        data_all = pd.read_csv(\"data_for_click_statistics.csv\")[[co,'time']]\n",
    "        click = []\n",
    "        for i in range(len(time)):\n",
    "            data_before = data_all[(data_all['time']>time[i]-tg)&(data_all['time']<time[i])]\n",
    "            data_now = data_all[data_all['time']==time[i]]\n",
    "            if len(data_before)==0:\n",
    "                for k in range(len(data_now)):\n",
    "                    click.append(0)\n",
    "            else:\n",
    "                se = data_before[co].value_counts()\n",
    "                click.extend(data_now[co].map(se).values)\n",
    "            if i%100==0:\n",
    "                print(i)\n",
    "        col_name = co+\"_click_last_\"+str(tg)+\"_minutes\"\n",
    "        print(tg,co,len(click))\n",
    "        feature_click[col_name] = click\n",
    "        feature_click.fillna(value=0,inplace=True)\n",
    "        print(feature_click.corr()['is_trade'].sort_values())\n",
    "        feature_click.to_csv(\"feature_click.csv\",index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "##点击次数组合"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "feature_click = pd.DataFrame()\n",
    "data_all = pd.read_csv(\"data_for_click_statistics.csv\")\n",
    "feature_click.insert(0,'is_trade',data_all['is_trade'].values)\n",
    "tim = list(data_all['time'].drop_duplicates())\n",
    "time_gap = [10,60,360,1440,2880]\n",
    "col = ['item_brand_id','item_city_id','shop_id','user_id','hour',\n",
    "       'item_id','user_gender_id','user_occupation_id','item_category_list']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "1440 ['item_city_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
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      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "is_trade                                                   1.000000\n",
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      "1440 ['shop_id', 'user_id', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['shop_id', 'hour', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
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      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
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      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
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     "text": [
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      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
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      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "is_trade                                                   1.000000\n",
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      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
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      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
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      "is_trade                                                   1.000000\n",
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      "1440 ['shop_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
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      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
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      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
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      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
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      "is_trade                                                   1.000000\n",
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      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "is_trade                                                   1.000000\n",
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      "1440 ['user_id', 'hour', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['user_id', 'item_id', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1440 ['user_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
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      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
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      "1440 ['user_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
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      "is_trade                                                   1.000000\n",
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      "1440 ['user_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes         0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['hour', 'item_id', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes         0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "hour_item_id_click_last_1440_minutes                       0.011926\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "386.35631799697876 s\n",
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      "1440 ['hour', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes               -0.005158\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes         0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "hour_item_id_click_last_1440_minutes                       0.011926\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1440 ['hour', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes               -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes           -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes         0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "hour_item_id_click_last_1440_minutes                       0.011926\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['hour', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes           -0.027690\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes               -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes           -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes         0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "hour_item_id_click_last_1440_minutes                       0.011926\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
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      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['item_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes           -0.027690\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes               -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes           -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes         0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "hour_item_id_click_last_1440_minutes                       0.011926\n",
      "item_id_user_gender_id_click_last_1440_minutes             0.013556\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
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      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['item_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes           -0.027690\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes               -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes           -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes         0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "hour_item_id_click_last_1440_minutes                       0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes         0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes             0.013556\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1440 ['item_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes           -0.027690\n",
      "item_city_id_hour_click_last_1440_minutes                 -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes   -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes       -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes   -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes               -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes           -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                      -0.003071\n",
      "shop_id_user_gender_id_click_last_1440_minutes            -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes        -0.001264\n",
      "user_id_hour_click_last_1440_minutes                      -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes             0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes         0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes         0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes         0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes               0.010026\n",
      "hour_item_id_click_last_1440_minutes                       0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes         0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes             0.013556\n",
      "shop_id_item_id_click_last_1440_minutes                    0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes         0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes               0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                    0.033922\n",
      "user_id_item_id_click_last_1440_minutes                    0.040565\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['user_gender_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes             -0.027690\n",
      "item_city_id_hour_click_last_1440_minutes                   -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes     -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes         -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes     -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                 -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes             -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                        -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes   -0.003012\n",
      "shop_id_user_gender_id_click_last_1440_minutes              -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes          -0.001264\n",
      "user_id_hour_click_last_1440_minutes                        -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes               0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes           0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes           0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes           0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                 0.010026\n",
      "hour_item_id_click_last_1440_minutes                         0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes           0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes               0.013556\n",
      "shop_id_item_id_click_last_1440_minutes                      0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes           0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                 0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                      0.033922\n",
      "user_id_item_id_click_last_1440_minutes                      0.040565\n",
      "is_trade                                                     1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['user_gender_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes             -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes   -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                   -0.024931\n",
      "item_city_id_item_category_list_click_last_1440_minutes     -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes         -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes     -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                 -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes             -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                        -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes   -0.003012\n",
      "shop_id_user_gender_id_click_last_1440_minutes              -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes          -0.001264\n",
      "user_id_hour_click_last_1440_minutes                        -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes               0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes           0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes           0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes           0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                 0.010026\n",
      "hour_item_id_click_last_1440_minutes                         0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes           0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes               0.013556\n",
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      "is_trade                                                     1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "1440 ['user_occupation_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
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      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
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      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
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      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
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      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
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      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
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      "is_trade                                                         1.000000\n",
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      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
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      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
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      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
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     "text": [
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      "2880 ['item_brand_id', 'hour', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "469.5165376663208 s\n",
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      "2880 ['item_brand_id', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "402.6583921909332 s\n",
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      "2880 ['item_brand_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "2880 ['item_brand_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "381.1908824443817 s\n",
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      "2880 ['item_brand_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "373.6537685394287 s\n",
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      "2880 ['item_city_id', 'shop_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "2880 ['item_city_id', 'user_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "798.1369774341583 s\n",
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      "2880 ['item_city_id', 'hour', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "353.0387644767761 s\n",
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      "2880 ['item_city_id', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "415.011381149292 s\n",
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      "2880 ['item_city_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "334.89950299263 s\n",
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      "2880 ['item_city_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "334.1003222465515 s\n",
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      "2880 ['item_city_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "344.17409801483154 s\n",
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      "2880 ['shop_id', 'user_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "914.8161158561707 s\n",
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      "2880 ['shop_id', 'hour', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "541.8033936023712 s\n",
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     ]
    },
    {
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      "2880 ['shop_id', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "441.8518633842468 s\n",
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      "2880 ['shop_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "411.62419033050537 s\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "2880 ['shop_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "2880 ['shop_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "2880 ['user_id', 'hour', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "2880 ['user_id', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "2880 ['user_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
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      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "691.0407967567444 s\n",
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      "2880 ['user_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "user_id_user_occupation_id_click_last_2880_minutes              -0.001781\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "688.2080447673798 s\n",
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      "2880 ['user_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "user_id_user_occupation_id_click_last_2880_minutes              -0.001781\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "704.0990707874298 s\n",
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      "2880 ['hour', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "user_id_user_occupation_id_click_last_2880_minutes              -0.001781\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_2880_minutes                             0.010705\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "2880 ['hour', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_2880_minutes                     -0.007944\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
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      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
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      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_2880_minutes                             0.010705\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "337.07646679878235 s\n",
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      "2880 ['hour', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_2880_minutes                     -0.007944\n",
      "hour_user_occupation_id_click_last_2880_minutes                 -0.007230\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
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      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "user_id_user_occupation_id_click_last_2880_minutes              -0.001781\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
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      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_2880_minutes                             0.010705\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "2880 ['hour', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_2880_minutes                 -0.028822\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_2880_minutes                     -0.007944\n",
      "hour_user_occupation_id_click_last_2880_minutes                 -0.007230\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "user_id_user_occupation_id_click_last_2880_minutes              -0.001781\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_2880_minutes                             0.010705\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "342.50002908706665 s\n",
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      "2880 ['item_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_2880_minutes                 -0.028822\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_2880_minutes                     -0.007944\n",
      "hour_user_occupation_id_click_last_2880_minutes                 -0.007230\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "user_id_user_occupation_id_click_last_2880_minutes              -0.001781\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_2880_minutes                             0.010705\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_gender_id_click_last_2880_minutes                   0.011983\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "525.4054341316223 s\n",
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      "2880 ['item_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_2880_minutes                 -0.028822\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_2880_minutes                     -0.007944\n",
      "hour_user_occupation_id_click_last_2880_minutes                 -0.007230\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "user_id_user_occupation_id_click_last_2880_minutes              -0.001781\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "user_id_user_gender_id_click_last_1440_minutes                   0.000407\n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_2880_minutes                             0.010705\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_gender_id_click_last_2880_minutes                   0.011983\n",
      "item_id_user_occupation_id_click_last_2880_minutes               0.012182\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "529.8709919452667 s\n",
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      "2880 ['item_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_2880_minutes                 -0.028822\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
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      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
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      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "user_id_hour_click_last_1440_minutes                            -0.000127\n",
      "                                                                   ...   \n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
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      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
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      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
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      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
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      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
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      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, Length: 61, dtype: float64\n"
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     "text": [
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      "2880 ['user_gender_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_2880_minutes                 -0.028822\n",
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      "user_id_hour_click_last_2880_minutes                            -0.000612\n",
      "                                                                   ...   \n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
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      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
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      "2880 ['user_gender_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_2880_minutes                 -0.028822\n",
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      "shop_id_user_occupation_id_click_last_1440_minutes              -0.001264\n",
      "                                                                   ...   \n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
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      "is_trade                                                         1.000000\n",
      "Name: is_trade, Length: 63, dtype: float64\n"
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      "2880 ['user_occupation_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_2880_minutes                 -0.028822\n",
      "hour_item_category_list_click_last_1440_minutes                 -0.027690\n",
      "user_gender_id_item_category_list_click_last_2880_minutes       -0.026427\n",
      "user_gender_id_item_category_list_click_last_1440_minutes       -0.025833\n",
      "item_city_id_hour_click_last_2880_minutes                       -0.025665\n",
      "user_occupation_id_item_category_list_click_last_2880_minutes   -0.025629\n",
      "item_city_id_hour_click_last_1440_minutes                       -0.024931\n",
      "user_occupation_id_item_category_list_click_last_1440_minutes   -0.024903\n",
      "item_city_id_item_category_list_click_last_2880_minutes         -0.024263\n",
      "item_city_id_user_gender_id_click_last_2880_minutes             -0.024212\n",
      "item_city_id_user_occupation_id_click_last_2880_minutes         -0.023961\n",
      "item_city_id_item_category_list_click_last_1440_minutes         -0.023655\n",
      "item_city_id_user_gender_id_click_last_1440_minutes             -0.023492\n",
      "item_city_id_user_occupation_id_click_last_1440_minutes         -0.023366\n",
      "hour_user_gender_id_click_last_2880_minutes                     -0.007944\n",
      "hour_user_occupation_id_click_last_2880_minutes                 -0.007230\n",
      "user_gender_id_user_occupation_id_click_last_2880_minutes       -0.005591\n",
      "hour_user_gender_id_click_last_1440_minutes                     -0.005158\n",
      "hour_user_occupation_id_click_last_1440_minutes                 -0.004545\n",
      "shop_id_hour_click_last_2880_minutes                            -0.004169\n",
      "shop_id_hour_click_last_1440_minutes                            -0.003071\n",
      "user_gender_id_user_occupation_id_click_last_1440_minutes       -0.003012\n",
      "shop_id_user_gender_id_click_last_2880_minutes                  -0.002480\n",
      "shop_id_user_occupation_id_click_last_2880_minutes              -0.002107\n",
      "item_city_id_shop_id_click_last_2880_minutes                    -0.002030\n",
      "user_id_user_gender_id_click_last_2880_minutes                  -0.001903\n",
      "item_brand_id_item_city_id_click_last_2880_minutes              -0.001870\n",
      "user_id_user_occupation_id_click_last_2880_minutes              -0.001781\n",
      "item_brand_id_shop_id_click_last_2880_minutes                   -0.001706\n",
      "shop_id_user_gender_id_click_last_1440_minutes                  -0.001415\n",
      "                                                                   ...   \n",
      "user_id_user_occupation_id_click_last_1440_minutes               0.000445\n",
      "shop_id_item_category_list_click_last_2880_minutes               0.002344\n",
      "item_brand_id_item_category_list_click_last_2880_minutes         0.003472\n",
      "shop_id_item_category_list_click_last_1440_minutes               0.003739\n",
      "item_brand_id_user_gender_id_click_last_2880_minutes             0.005652\n",
      "item_brand_id_user_occupation_id_click_last_2880_minutes         0.006229\n",
      "item_brand_id_hour_click_last_2880_minutes                       0.006411\n",
      "user_id_item_category_list_click_last_2880_minutes               0.007412\n",
      "item_city_id_user_id_click_last_2880_minutes                     0.008343\n",
      "user_id_item_category_list_click_last_1440_minutes               0.008919\n",
      "item_city_id_user_id_click_last_1440_minutes                     0.010026\n",
      "hour_item_id_click_last_2880_minutes                             0.010705\n",
      "hour_item_id_click_last_1440_minutes                             0.011926\n",
      "item_id_user_gender_id_click_last_2880_minutes                   0.011983\n",
      "item_id_user_occupation_id_click_last_2880_minutes               0.012182\n",
      "item_id_user_occupation_id_click_last_1440_minutes               0.013510\n",
      "item_id_user_gender_id_click_last_1440_minutes                   0.013556\n",
      "shop_id_item_id_click_last_2880_minutes                          0.015505\n",
      "item_brand_id_item_id_click_last_2880_minutes                    0.015505\n",
      "item_id_item_category_list_click_last_2880_minutes               0.015508\n",
      "item_city_id_item_id_click_last_2880_minutes                     0.015514\n",
      "shop_id_item_id_click_last_1440_minutes                          0.017252\n",
      "item_id_item_category_list_click_last_1440_minutes               0.017254\n",
      "item_city_id_item_id_click_last_1440_minutes                     0.017257\n",
      "item_brand_id_user_id_click_last_2880_minutes                    0.026770\n",
      "shop_id_user_id_click_last_2880_minutes                          0.033024\n",
      "shop_id_user_id_click_last_1440_minutes                          0.033922\n",
      "user_id_item_id_click_last_2880_minutes                          0.039191\n",
      "user_id_item_id_click_last_1440_minutes                          0.040565\n",
      "is_trade                                                         1.000000\n",
      "Name: is_trade, Length: 64, dtype: float64\n",
      "336.18140506744385 s\n"
     ]
    }
   ],
   "source": [
    "n = len(col)\n",
    "num = 0\n",
    "for tg in time_gap:\n",
    "    for a in range(n):\n",
    "        for b in range(n-a-1):\n",
    "            if num>116:\n",
    "                import time\n",
    "                start = time.time()\n",
    "                col_new = [col[a],col[a+b+1]]\n",
    "                col_new.append('time')\n",
    "                col_new.append('cnt')\n",
    "                data_all = pd.read_csv(\"data_for_click_statistics.csv\")[col_new]\n",
    "                click = []\n",
    "                for i in range(len(tim)):\n",
    "                    data_before = data_all[(data_all['time']>tim[i]-tg)&(data_all['time']<tim[i])]\n",
    "                    data_now = data_all[data_all['time']==tim[i]]\n",
    "                    if len(data_before)==0:\n",
    "                        for k in range(len(data_now)):\n",
    "                            click.append(0)\n",
    "                    else:\n",
    "                        se = data_before.groupby([col[a],col[a+b+1]])['cnt'].sum()\n",
    "                        for r in range(len(data_now)):\n",
    "                            ind = (data_now.iloc[r][col[a]],data_now.iloc[r][col[a+b+1]])\n",
    "                            if ind in se.index:\n",
    "                                click.append(se.loc[ind])\n",
    "                            else:\n",
    "                                click.append(0)\n",
    "                    if i%100==0:\n",
    "                        print(i)\n",
    "                col_name = col[a]+\"_\"+col[a+b+1]+\"_click_last_\"+str(tg)+\"_minutes\"\n",
    "                print(tg,col_new,len(click))\n",
    "                feature_click[col_name] = click\n",
    "                feature_click.fillna(value=0,inplace=True)\n",
    "                print(feature_click.corr()['is_trade'].sort_values())\n",
    "                feature_click.to_csv(\"feature_click_combine_2.csv\",index=False)\n",
    "                print(time.time()-start,\"s\")\n",
    "            num+=1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "10 ['item_brand_id', 'item_city_id', 'time', 'cnt'] 496482\n",
      "item_brand_id_item_city_id_click_last_10_minutes   -0.000471\n",
      "is_trade                                            1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "142.46210193634033 s\n",
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      "11300\n",
      "10 ['item_brand_id', 'shop_id', 'time', 'cnt'] 496482\n",
      "item_brand_id_shop_id_click_last_10_minutes        -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes   -0.000471\n",
      "is_trade                                            1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "141.04941082000732 s\n",
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      "10 ['item_brand_id', 'user_id', 'time', 'cnt'] 496482\n",
      "item_brand_id_shop_id_click_last_10_minutes        -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes   -0.000471\n",
      "item_brand_id_user_id_click_last_10_minutes         0.018660\n",
      "is_trade                                            1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "128.37912845611572 s\n",
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      "10 ['item_brand_id', 'hour', 'time', 'cnt'] 496482\n",
      "item_brand_id_shop_id_click_last_10_minutes        -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes   -0.000471\n",
      "item_brand_id_hour_click_last_10_minutes            0.008196\n",
      "item_brand_id_user_id_click_last_10_minutes         0.018660\n",
      "is_trade                                            1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "7600\n",
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      "7800\n",
      "7900\n",
      "8000\n",
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      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
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      "9000\n",
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      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_brand_id', 'item_id', 'time', 'cnt'] 496482\n",
      "item_brand_id_shop_id_click_last_10_minutes        -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes   -0.000471\n",
      "item_brand_id_hour_click_last_10_minutes            0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes         0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes         0.018660\n",
      "is_trade                                            1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "138.44074511528015 s\n",
      "0\n",
      "100\n",
      "200\n",
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      "3100\n",
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      "4000\n",
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      "4300\n",
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      "5000\n",
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      "6000\n",
      "6100\n",
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      "6600\n",
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      "6800\n",
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      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_brand_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "item_brand_id_shop_id_click_last_10_minutes          -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes     -0.000471\n",
      "item_brand_id_user_gender_id_click_last_10_minutes    0.006068\n",
      "item_brand_id_hour_click_last_10_minutes              0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes           0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes           0.018660\n",
      "is_trade                                              1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "143.88946986198425 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
      "600\n",
      "700\n",
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      "1100\n",
      "1200\n",
      "1300\n",
      "1400\n",
      "1500\n",
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      "1800\n",
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      "2000\n",
      "2100\n",
      "2200\n",
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      "2400\n",
      "2500\n",
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      "2700\n",
      "2800\n",
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      "3000\n",
      "3100\n",
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      "3400\n",
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      "4000\n",
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      "4900\n",
      "5000\n",
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      "5300\n",
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      "5500\n",
      "5600\n",
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      "5900\n",
      "6000\n",
      "6100\n",
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      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_brand_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "143.8928928375244 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
      "600\n",
      "700\n",
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      "1000\n",
      "1100\n",
      "1200\n",
      "1300\n",
      "1400\n",
      "1500\n",
      "1600\n",
      "1700\n",
      "1800\n",
      "1900\n",
      "2000\n",
      "2100\n",
      "2200\n",
      "2300\n",
      "2400\n",
      "2500\n",
      "2600\n",
      "2700\n",
      "2800\n",
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      "3000\n",
      "3100\n",
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      "3900\n",
      "4000\n",
      "4100\n",
      "4200\n",
      "4300\n",
      "4400\n",
      "4500\n",
      "4600\n",
      "4700\n",
      "4800\n",
      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
      "6200\n",
      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_brand_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "145.18676328659058 s\n",
      "0\n",
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      "4000\n",
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      "7600\n",
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      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
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      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_city_id', 'shop_id', 'time', 'cnt'] 496482\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "145.04429244995117 s\n",
      "0\n",
      "100\n",
      "200\n",
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      "1500\n",
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      "3500\n",
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      "4000\n",
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      "4400\n",
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      "5000\n",
      "5100\n",
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      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
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      "5900\n",
      "6000\n",
      "6100\n",
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      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_city_id', 'user_id', 'time', 'cnt'] 496482\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "134.79193449020386 s\n",
      "0\n",
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      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
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      "8300\n",
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      "8500\n",
      "8600\n",
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      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
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      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_city_id', 'hour', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "155.3121349811554 s\n",
      "0\n",
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      "5000\n",
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      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_city_id', 'item_id', 'time', 'cnt'] 496482\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "154.5750072002411 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
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      "1000\n",
      "1100\n",
      "1200\n",
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      "1400\n",
      "1500\n",
      "1600\n",
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      "1800\n",
      "1900\n",
      "2000\n",
      "2100\n",
      "2200\n",
      "2300\n",
      "2400\n",
      "2500\n",
      "2600\n",
      "2700\n",
      "2800\n",
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      "3000\n",
      "3100\n",
      "3200\n",
      "3300\n",
      "3400\n",
      "3500\n",
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      "4000\n",
      "4100\n",
      "4200\n",
      "4300\n",
      "4400\n",
      "4500\n",
      "4600\n",
      "4700\n",
      "4800\n",
      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
      "6200\n",
      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_city_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "167.60559725761414 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
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      "700\n",
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      "1000\n",
      "1100\n",
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      "1400\n",
      "1500\n",
      "1600\n",
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      "1800\n",
      "1900\n",
      "2000\n",
      "2100\n",
      "2200\n",
      "2300\n",
      "2400\n",
      "2500\n",
      "2600\n",
      "2700\n",
      "2800\n",
      "2900\n",
      "3000\n",
      "3100\n",
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      "3400\n",
      "3500\n",
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      "3800\n",
      "3900\n",
      "4000\n",
      "4100\n",
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      "4300\n",
      "4400\n",
      "4500\n",
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      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
      "6200\n",
      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_city_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "168.2305862903595 s\n",
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      "7800\n",
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      "8000\n",
      "8100\n",
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      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
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      "9000\n",
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      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_city_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "168.685142993927 s\n",
      "0\n",
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      "6300\n",
      "6400\n",
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      "6600\n",
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      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['shop_id', 'user_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "147.84880995750427 s\n",
      "0\n",
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      "7100\n",
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      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['shop_id', 'hour', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "160.8368000984192 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
      "600\n",
      "700\n",
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      "1000\n",
      "1100\n",
      "1200\n",
      "1300\n",
      "1400\n",
      "1500\n",
      "1600\n",
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      "1800\n",
      "1900\n",
      "2000\n",
      "2100\n",
      "2200\n",
      "2300\n",
      "2400\n",
      "2500\n",
      "2600\n",
      "2700\n",
      "2800\n",
      "2900\n",
      "3000\n",
      "3100\n",
      "3200\n",
      "3300\n",
      "3400\n",
      "3500\n",
      "3600\n",
      "3700\n",
      "3800\n",
      "3900\n",
      "4000\n",
      "4100\n",
      "4200\n",
      "4300\n",
      "4400\n",
      "4500\n",
      "4600\n",
      "4700\n",
      "4800\n",
      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
      "6200\n",
      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['shop_id', 'item_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "159.63648295402527 s\n",
      "0\n",
      "100\n",
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      "1500\n",
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      "2100\n",
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      "2500\n",
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      "3000\n",
      "3100\n",
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      "3400\n",
      "3500\n",
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      "3900\n",
      "4000\n",
      "4100\n",
      "4200\n",
      "4300\n",
      "4400\n",
      "4500\n",
      "4600\n",
      "4700\n",
      "4800\n",
      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
      "6200\n",
      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['shop_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "151.70155239105225 s\n",
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      "4000\n",
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      "5000\n",
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      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
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      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['shop_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "144.86294078826904 s\n",
      "0\n",
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      "3100\n",
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      "4000\n",
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      "4400\n",
      "4500\n",
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      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
      "6200\n",
      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['shop_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "147.8379671573639 s\n",
      "0\n",
      "100\n",
      "200\n",
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      "4000\n",
      "4100\n",
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      "4400\n",
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      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
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      "5600\n",
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      "6000\n",
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      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['user_id', 'hour', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "143.0552875995636 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
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      "500\n",
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      "1000\n",
      "1100\n",
      "1200\n",
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      "1500\n",
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      "2100\n",
      "2200\n",
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      "2500\n",
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      "3000\n",
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      "4000\n",
      "4100\n",
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      "4300\n",
      "4400\n",
      "4500\n",
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      "4800\n",
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      "5000\n",
      "5100\n",
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      "5300\n",
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      "5500\n",
      "5600\n",
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      "5900\n",
      "6000\n",
      "6100\n",
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      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['user_id', 'item_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "136.43660950660706 s\n",
      "0\n",
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      "5000\n",
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      "8000\n",
      "8100\n",
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      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
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      "9000\n",
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      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['user_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "144.22215819358826 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
      "600\n",
      "700\n",
      "800\n",
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      "1000\n",
      "1100\n",
      "1200\n",
      "1300\n",
      "1400\n",
      "1500\n",
      "1600\n",
      "1700\n",
      "1800\n",
      "1900\n",
      "2000\n",
      "2100\n",
      "2200\n",
      "2300\n",
      "2400\n",
      "2500\n",
      "2600\n",
      "2700\n",
      "2800\n",
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      "3000\n",
      "3100\n",
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      "3400\n",
      "3500\n",
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      "3700\n",
      "3800\n",
      "3900\n",
      "4000\n",
      "4100\n",
      "4200\n",
      "4300\n",
      "4400\n",
      "4500\n",
      "4600\n",
      "4700\n",
      "4800\n",
      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
      "6200\n",
      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['user_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "144.73016738891602 s\n",
      "0\n",
      "100\n",
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      "5000\n",
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      "5600\n",
      "5700\n",
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      "5900\n",
      "6000\n",
      "6100\n",
      "6200\n",
      "6300\n",
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      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['user_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes          0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "143.927179813385 s\n",
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      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['hour', 'item_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes          0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "hour_item_id_click_last_10_minutes                        0.013397\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "146.53344559669495 s\n",
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      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['hour', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "hour_user_gender_id_click_last_10_minutes                -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes          0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "hour_item_id_click_last_10_minutes                        0.013397\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "159.35482454299927 s\n",
      "0\n",
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      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['hour', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "hour_user_gender_id_click_last_10_minutes                -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes            -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes          0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "hour_item_id_click_last_10_minutes                        0.013397\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "159.54032588005066 s\n",
      "0\n",
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      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['hour', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes            -0.023295\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "hour_user_gender_id_click_last_10_minutes                -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes            -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes          0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "hour_item_id_click_last_10_minutes                        0.013397\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "159.89092564582825 s\n",
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     ]
    },
    {
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     "text": [
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      "11200\n",
      "11300\n",
      "10 ['item_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes            -0.023295\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "hour_user_gender_id_click_last_10_minutes                -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes            -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes          0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes              0.012598\n",
      "hour_item_id_click_last_10_minutes                        0.013397\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "146.99103236198425 s\n",
      "0\n",
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      "10000\n",
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      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes            -0.023295\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "hour_user_gender_id_click_last_10_minutes                -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes            -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes          0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes              0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes          0.012801\n",
      "hour_item_id_click_last_10_minutes                        0.013397\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "145.92957210540771 s\n",
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      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['item_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes            -0.023295\n",
      "item_city_id_user_gender_id_click_last_10_minutes        -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                  -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes    -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes    -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes         -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes             -0.005148\n",
      "user_id_hour_click_last_10_minutes                       -0.005138\n",
      "hour_user_gender_id_click_last_10_minutes                -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes               -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes             -0.001139\n",
      "shop_id_hour_click_last_10_minutes                       -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes              -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes            -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes         -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes         -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes          0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes          0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes    0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes        0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes    0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                  0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes              0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes          0.012801\n",
      "hour_item_id_click_last_10_minutes                        0.013397\n",
      "item_brand_id_item_id_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                0.013916\n",
      "shop_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes          0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes               0.018660\n",
      "shop_id_user_id_click_last_10_minutes                     0.023395\n",
      "user_id_item_id_click_last_10_minutes                     0.032776\n",
      "is_trade                                                  1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "150.199955701828 s\n",
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      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['user_gender_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes             -0.023295\n",
      "item_city_id_user_gender_id_click_last_10_minutes         -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                   -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes     -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes     -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes          -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes              -0.005148\n",
      "user_id_hour_click_last_10_minutes                        -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes   -0.003572\n",
      "hour_user_gender_id_click_last_10_minutes                 -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes                -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes              -0.001139\n",
      "shop_id_hour_click_last_10_minutes                        -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes               -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes             -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes          -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes          -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes           0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                 0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes           0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes     0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes         0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes     0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                   0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes               0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes           0.012801\n",
      "hour_item_id_click_last_10_minutes                         0.013397\n",
      "item_city_id_item_id_click_last_10_minutes                 0.013916\n",
      "shop_id_item_id_click_last_10_minutes                      0.013916\n",
      "item_id_item_category_list_click_last_10_minutes           0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                0.018660\n",
      "shop_id_user_id_click_last_10_minutes                      0.023395\n",
      "user_id_item_id_click_last_10_minutes                      0.032776\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "162.77364802360535 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
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      "700\n",
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      "1000\n",
      "1100\n",
      "1200\n",
      "1300\n",
      "1400\n",
      "1500\n",
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      "1800\n",
      "1900\n",
      "2000\n",
      "2100\n",
      "2200\n",
      "2300\n",
      "2400\n",
      "2500\n",
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      "2700\n",
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      "3000\n",
      "3100\n",
      "3200\n",
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      "3400\n",
      "3500\n",
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      "3700\n",
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      "3900\n",
      "4000\n",
      "4100\n",
      "4200\n",
      "4300\n",
      "4400\n",
      "4500\n",
      "4600\n",
      "4700\n",
      "4800\n",
      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
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      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['user_gender_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes             -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes   -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes         -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                   -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes     -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes     -0.020810\n",
      "user_id_user_occupation_id_click_last_10_minutes          -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes              -0.005148\n",
      "user_id_hour_click_last_10_minutes                        -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes   -0.003572\n",
      "hour_user_gender_id_click_last_10_minutes                 -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes                -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes              -0.001139\n",
      "shop_id_hour_click_last_10_minutes                        -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes               -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes             -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes          -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes          -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes           0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                 0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes           0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes     0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes         0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes     0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                   0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes               0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes           0.012801\n",
      "hour_item_id_click_last_10_minutes                         0.013397\n",
      "item_brand_id_item_id_click_last_10_minutes                0.013916\n",
      "shop_id_item_id_click_last_10_minutes                      0.013916\n",
      "item_id_item_category_list_click_last_10_minutes           0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                 0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                0.018660\n",
      "shop_id_user_id_click_last_10_minutes                      0.023395\n",
      "user_id_item_id_click_last_10_minutes                      0.032776\n",
      "is_trade                                                   1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "163.14753103256226 s\n",
      "0\n",
      "100\n",
      "200\n",
      "300\n",
      "400\n",
      "500\n",
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      "1100\n",
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      "1500\n",
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      "1800\n",
      "1900\n",
      "2000\n",
      "2100\n",
      "2200\n",
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      "2400\n",
      "2500\n",
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      "2800\n",
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      "3100\n",
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      "3400\n",
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      "4000\n",
      "4100\n",
      "4200\n",
      "4300\n",
      "4400\n",
      "4500\n",
      "4600\n",
      "4700\n",
      "4800\n",
      "4900\n",
      "5000\n",
      "5100\n",
      "5200\n",
      "5300\n",
      "5400\n",
      "5500\n",
      "5600\n",
      "5700\n",
      "5800\n",
      "5900\n",
      "6000\n",
      "6100\n",
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      "6300\n",
      "6400\n",
      "6500\n",
      "6600\n",
      "6700\n",
      "6800\n",
      "6900\n",
      "7000\n",
      "7100\n",
      "7200\n",
      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "10 ['user_occupation_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "163.14730834960938 s\n",
      "0\n",
      "100\n",
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      "1900\n",
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      "2100\n",
      "2200\n",
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      "3000\n",
      "3100\n",
      "3200\n",
      "3300\n",
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      "3500\n",
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      "3900\n",
      "4000\n",
      "4100\n",
      "4200\n",
      "4300\n",
      "4400\n",
      "4500\n",
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      "4900\n",
      "5000\n",
      "5100\n",
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      "5500\n",
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      "6000\n",
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      "6400\n",
      "6500\n",
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      "7000\n",
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      "7300\n",
      "7400\n",
      "7500\n",
      "7600\n",
      "7700\n",
      "7800\n",
      "7900\n",
      "8000\n",
      "8100\n",
      "8200\n",
      "8300\n",
      "8400\n",
      "8500\n",
      "8600\n",
      "8700\n",
      "8800\n",
      "8900\n",
      "9000\n",
      "9100\n",
      "9200\n",
      "9300\n",
      "9400\n",
      "9500\n",
      "9600\n",
      "9700\n",
      "9800\n",
      "9900\n",
      "10000\n",
      "10100\n",
      "10200\n",
      "10300\n",
      "10400\n",
      "10500\n",
      "10600\n",
      "10700\n",
      "10800\n",
      "10900\n",
      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "60 ['item_brand_id', 'item_city_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "168.1395881175995 s\n",
      "0\n",
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      "60 ['item_brand_id', 'shop_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "168.62348103523254 s\n",
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      "60 ['item_brand_id', 'user_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "159.38127183914185 s\n",
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      "60 ['item_brand_id', 'hour', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "166.1804702281952 s\n",
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      "60 ['item_brand_id', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "169.78073239326477 s\n",
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      "60 ['item_brand_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "169.0164053440094 s\n",
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      "60 ['item_brand_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "168.99946999549866 s\n",
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      "11300\n",
      "60 ['item_brand_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "169.66795825958252 s\n",
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     ]
    },
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      "60 ['item_city_id', 'shop_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
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      "60 ['item_city_id', 'user_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "162.33773851394653 s\n",
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     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10800\n",
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      "11000\n",
      "11100\n",
      "11200\n",
      "11300\n",
      "60 ['item_city_id', 'hour', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "170.46854376792908 s\n",
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      "60 ['item_city_id', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "171.92055749893188 s\n",
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     ]
    },
    {
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      "60 ['item_city_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "171.28443312644958 s\n",
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      "60 ['item_city_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "172.40957117080688 s\n",
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      "60 ['item_city_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "173.31073570251465 s\n",
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      "60 ['shop_id', 'user_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "167.2779278755188 s\n",
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      "60 ['shop_id', 'hour', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "172.03251218795776 s\n",
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      "60 ['shop_id', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "175.92656707763672 s\n",
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      "60 ['shop_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "175.29052329063416 s\n",
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      "60 ['shop_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "60 ['shop_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "shop_id_item_category_list_click_last_60_minutes               0.001956\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "175.97105407714844 s\n",
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      "60 ['user_id', 'hour', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_hour_click_last_60_minutes                            -0.000031\n",
      "shop_id_item_category_list_click_last_60_minutes               0.001956\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "169.22126841545105 s\n",
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      "60 ['user_id', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_hour_click_last_60_minutes                            -0.000031\n",
      "shop_id_item_category_list_click_last_60_minutes               0.001956\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, dtype: float64\n",
      "169.65509605407715 s\n",
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      "60 ['user_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
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      "user_id_hour_click_last_60_minutes                            -0.000031\n",
      "                                                                 ...   \n",
      "shop_id_item_category_list_click_last_60_minutes               0.001956\n",
      "user_id_item_category_list_click_last_10_minutes               0.002967\n",
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      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
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      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
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      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
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      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
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      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 61, dtype: float64\n"
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     "output_type": "stream",
     "text": [
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      "60 ['user_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
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      "user_id_hour_click_last_60_minutes                            -0.000031\n",
      "                                                                 ...   \n",
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      "60 ['user_id', 'item_category_list', 'time', 'cnt'] 496482\n",
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      "user_id_hour_click_last_60_minutes                            -0.000031\n",
      "                                                                 ...   \n",
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      "user_id_item_id_click_last_10_minutes                          0.032776\n",
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      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 63, dtype: float64\n"
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      "60 ['hour', 'item_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "user_id_hour_click_last_60_minutes                            -0.000031\n",
      "                                                                 ...   \n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "user_id_item_category_list_click_last_60_minutes               0.008780\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 64, dtype: float64\n",
      "175.5549831390381 s\n",
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      "11200\n",
      "11300\n",
      "60 ['hour', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "item_brand_id_item_city_id_click_last_10_minutes              -0.000471\n",
      "                                                                 ...   \n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "user_id_item_category_list_click_last_60_minutes               0.008780\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 65, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "177.73052883148193 s\n",
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      "60 ['hour', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "shop_id_user_occupation_id_click_last_10_minutes              -0.000515\n",
      "                                                                 ...   \n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "user_id_item_category_list_click_last_60_minutes               0.008780\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 66, dtype: float64\n",
      "178.50688529014587 s\n",
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      "60 ['hour', 'item_category_list', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                 -0.019100\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
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      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "                                                                 ...   \n",
      "item_brand_id_item_category_list_click_last_60_minutes         0.003591\n",
      "item_city_id_user_id_click_last_10_minutes                     0.003654\n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "user_id_item_category_list_click_last_60_minutes               0.008780\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 67, dtype: float64\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "60 ['item_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
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      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "                                                                 ...   \n",
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      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
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      "is_trade                                                       1.000000\n",
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      "60 ['item_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
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      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
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      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
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      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "                                                                 ...   \n",
      "shop_id_item_category_list_click_last_10_minutes               0.003759\n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
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      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 69, dtype: float64\n"
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      "60 ['item_id', 'item_category_list', 'time', 'cnt'] 496482\n",
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      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
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      "hour_user_occupation_id_click_last_10_minutes                 -0.000709\n",
      "                                                                 ...   \n",
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      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
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      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 70, dtype: float64\n",
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      "60 ['user_gender_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
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      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                 -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes       -0.005221\n",
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      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
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      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
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      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "item_brand_id_shop_id_click_last_10_minutes                   -0.001009\n",
      "                                                                 ...   \n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
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      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_id_user_gender_id_click_last_60_minutes                   0.011060\n",
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      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
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      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
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      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
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      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 71, dtype: float64\n"
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      "60 ['user_gender_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
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      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
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      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "shop_id_hour_click_last_10_minutes                            -0.001061\n",
      "                                                                 ...   \n",
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      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_id_user_gender_id_click_last_60_minutes                   0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes               0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_id_item_category_list_click_last_60_minutes               0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 72, dtype: float64\n",
      "182.6000988483429 s\n",
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      "60 ['user_occupation_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes   -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                 -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes       -0.005221\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "shop_id_user_gender_id_click_last_10_minutes                  -0.001139\n",
      "                                                                 ...   \n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
      "item_brand_id_hour_click_last_10_minutes                       0.008196\n",
      "user_id_item_category_list_click_last_60_minutes               0.008780\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_id_user_gender_id_click_last_60_minutes                   0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes               0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_id_item_category_list_click_last_60_minutes               0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 73, dtype: float64\n"
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    {
     "name": "stdout",
     "output_type": "stream",
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      "360 ['item_brand_id', 'item_city_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes   -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                 -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes       -0.005221\n",
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      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_item_city_id_click_last_360_minutes             -0.003316\n",
      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "item_city_id_shop_id_click_last_10_minutes                    -0.001285\n",
      "                                                                 ...   \n",
      "item_brand_id_item_category_list_click_last_10_minutes         0.004629\n",
      "item_brand_id_user_gender_id_click_last_60_minutes             0.005184\n",
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      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_id_user_gender_id_click_last_60_minutes                   0.011060\n",
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      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
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      "item_id_item_category_list_click_last_60_minutes               0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
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      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
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      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 74, dtype: float64\n",
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      "360 ['item_brand_id', 'shop_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes   -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                 -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes       -0.005221\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "item_brand_id_shop_id_click_last_360_minutes                  -0.003671\n",
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      "                                                                 ...   \n",
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      "is_trade                                                       1.000000\n",
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      "                                                                 ...   \n",
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      "360 ['item_brand_id', 'hour', 'time', 'cnt'] 496482\n",
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      "                                                                 ...   \n",
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      "360 ['item_brand_id', 'item_id', 'time', 'cnt'] 496482\n",
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      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "                                                                 ...   \n",
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      "360 ['item_brand_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
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      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "                                                                 ...   \n",
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      "                                                                 ...   \n",
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      "360 ['item_brand_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes   -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                 -0.019100\n",
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      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
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      "item_brand_id_item_city_id_click_last_360_minutes             -0.003316\n",
      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
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      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "item_brand_id_item_city_id_click_last_60_minutes              -0.001609\n",
      "                                                                 ...   \n",
      "item_brand_id_hour_click_last_60_minutes                       0.005709\n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
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      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_brand_id_item_id_click_last_360_minutes                   0.011031\n",
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      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_id_item_category_list_click_last_60_minutes               0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                   0.027785\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 81, dtype: float64\n"
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    {
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     "text": [
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      "360 ['item_city_id', 'shop_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
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      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "                                                                 ...   \n",
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      "360 ['item_city_id', 'user_id', 'time', 'cnt'] 496482\n",
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      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "hour_user_gender_id_click_last_10_minutes                     -0.001712\n",
      "                                                                 ...   \n",
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      "hour_item_id_click_last_10_minutes                             0.013397\n",
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      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 83, dtype: float64\n"
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      "360 ['item_city_id', 'hour', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes   -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                       -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes         -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes         -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes   -0.020773\n",
      "item_city_id_hour_click_last_360_minutes                      -0.019105\n",
      "item_city_id_hour_click_last_60_minutes                       -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                 -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes       -0.005221\n",
      "user_id_user_occupation_id_click_last_10_minutes              -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "item_city_id_shop_id_click_last_360_minutes                   -0.004006\n",
      "item_brand_id_shop_id_click_last_360_minutes                  -0.003671\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_item_city_id_click_last_360_minutes             -0.003316\n",
      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "shop_id_user_gender_id_click_last_60_minutes                  -0.002670\n",
      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "                                                                 ...   \n",
      "item_brand_id_user_gender_id_click_last_10_minutes             0.006068\n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
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      "user_id_item_category_list_click_last_60_minutes               0.008780\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_city_id_user_id_click_last_360_minutes                    0.010092\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
      "item_brand_id_item_id_click_last_360_minutes                   0.011031\n",
      "item_id_user_gender_id_click_last_60_minutes                   0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes               0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_id_item_category_list_click_last_60_minutes               0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                   0.027785\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 84, dtype: float64\n",
      "198.83491945266724 s\n",
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      "360 ['item_city_id', 'item_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "hour_item_category_list_click_last_10_minutes                 -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes   -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes         -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
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      "user_id_user_gender_id_click_last_10_minutes                  -0.005148\n",
      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "item_city_id_shop_id_click_last_360_minutes                   -0.004006\n",
      "item_brand_id_shop_id_click_last_360_minutes                  -0.003671\n",
      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "item_brand_id_item_city_id_click_last_360_minutes             -0.003316\n",
      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
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      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "shop_id_hour_click_last_60_minutes                            -0.002020\n",
      "                                                                 ...   \n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
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      "hour_item_id_click_last_60_minutes                             0.010982\n",
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      "item_city_id_item_id_click_last_360_minutes                    0.011032\n",
      "item_id_user_gender_id_click_last_60_minutes                   0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes               0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_id_item_category_list_click_last_60_minutes               0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
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      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                    0.018660\n",
      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                    0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                   0.027785\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
      "user_id_item_id_click_last_10_minutes                          0.032776\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 85, dtype: float64\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "11300\n",
      "360 ['item_city_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
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      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
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      "user_id_hour_click_last_10_minutes                            -0.005138\n",
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      "item_brand_id_shop_id_click_last_360_minutes                  -0.003671\n",
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      "item_brand_id_item_city_id_click_last_360_minutes             -0.003316\n",
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      "item_brand_id_shop_id_click_last_60_minutes                   -0.002150\n",
      "                                                                 ...   \n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
      "item_brand_id_user_occupation_id_click_last_10_minutes         0.007349\n",
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      "360 ['item_city_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
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      "shop_id_user_occupation_id_click_last_60_minutes              -0.002175\n",
      "                                                                 ...   \n",
      "item_brand_id_user_occupation_id_click_last_60_minutes         0.006445\n",
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      "360 ['item_city_id', 'item_category_list', 'time', 'cnt'] 496482\n",
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      "                                                                 ...   \n",
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      "360 ['shop_id', 'user_id', 'time', 'cnt'] 496482\n",
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      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "                                                                 ...   \n",
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      "shop_id_user_id_click_last_360_minutes                         0.033626\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 89, dtype: float64\n"
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      "                                                                 ...   \n",
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      "360 ['shop_id', 'item_id', 'time', 'cnt'] 496482\n",
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      "item_city_id_shop_id_click_last_60_minutes                    -0.002494\n",
      "                                                                 ...   \n",
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      "Name: is_trade, Length: 91, dtype: float64\n"
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      "                                                                 ...   \n",
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      "360 ['shop_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
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      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "                                                                 ...   \n",
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      "                                                                 ...   \n",
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      "360 ['user_id', 'hour', 'time', 'cnt'] 496482\n",
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      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "                                                                 ...   \n",
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      "user_id_item_category_list_click_last_60_minutes               0.008780\n",
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      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
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      "shop_id_user_id_click_last_360_minutes                         0.033626\n",
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      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 95, dtype: float64\n"
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      "360 ['user_id', 'item_id', 'time', 'cnt'] 496482\n",
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      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "                                                                 ...   \n",
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      "360 ['user_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
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      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "                                                                 ...   \n",
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      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 97, dtype: float64\n"
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      "360 ['user_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_360_minutes            -0.025548\n",
      "item_city_id_item_category_list_click_last_360_minutes        -0.025161\n",
      "user_gender_id_item_category_list_click_last_60_minutes       -0.024950\n",
      "item_city_id_user_occupation_id_click_last_360_minutes        -0.024620\n",
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      "item_city_id_user_gender_id_click_last_60_minutes             -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes       -0.022943\n",
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      "item_city_id_user_gender_id_click_last_10_minutes             -0.021907\n",
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      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "                                                                 ...   \n",
      "user_id_item_category_list_click_last_60_minutes               0.008780\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
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      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
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      "360 ['user_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "item_city_id_user_gender_id_click_last_360_minutes            -0.025548\n",
      "item_city_id_item_category_list_click_last_360_minutes        -0.025161\n",
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      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "                                                                 ...   \n",
      "user_id_item_category_list_click_last_360_minutes              0.008851\n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
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      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
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      "shop_id_user_id_click_last_360_minutes                         0.033626\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "user_id_item_id_click_last_360_minutes                         0.040415\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 99, dtype: float64\n"
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    {
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     "output_type": "stream",
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      "360 ['hour', 'item_id', 'time', 'cnt'] 496482\n",
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      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_occupation_id_click_last_60_minutes                 -0.002831\n",
      "                                                                 ...   \n",
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      "shop_id_user_id_click_last_360_minutes                         0.033626\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "user_id_item_id_click_last_360_minutes                         0.040415\n",
      "is_trade                                                       1.000000\n",
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      "360 ['hour', 'user_gender_id', 'time', 'cnt'] 496482\n",
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      "item_city_id_item_category_list_click_last_60_minutes         -0.022439\n",
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      "hour_item_category_list_click_last_60_minutes                 -0.019100\n",
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      "user_id_hour_click_last_10_minutes                            -0.005138\n",
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      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_gender_id_click_last_360_minutes                    -0.003142\n",
      "                                                                 ...   \n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
      "item_city_id_user_id_click_last_360_minutes                    0.010092\n",
      "hour_item_id_click_last_60_minutes                             0.010982\n",
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      "item_id_user_gender_id_click_last_60_minutes                   0.011060\n",
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      "item_id_user_gender_id_click_last_10_minutes                   0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes               0.012801\n",
      "shop_id_item_id_click_last_60_minutes                          0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                    0.013025\n",
      "item_id_item_category_list_click_last_60_minutes               0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                     0.013025\n",
      "hour_item_id_click_last_10_minutes                             0.013397\n",
      "item_brand_id_item_id_click_last_10_minutes                    0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                     0.013916\n",
      "shop_id_item_id_click_last_10_minutes                          0.013916\n",
      "item_id_item_category_list_click_last_10_minutes               0.013916\n",
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      "shop_id_user_id_click_last_10_minutes                          0.023395\n",
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      "item_brand_id_user_id_click_last_360_minutes                   0.027785\n",
      "shop_id_user_id_click_last_60_minutes                          0.032318\n",
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      "shop_id_user_id_click_last_360_minutes                         0.033626\n",
      "user_id_item_id_click_last_60_minutes                          0.040101\n",
      "user_id_item_id_click_last_360_minutes                         0.040415\n",
      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 101, dtype: float64\n"
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    },
    {
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     "output_type": "stream",
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      "360 ['hour', 'user_occupation_id', 'time', 'cnt'] 496482\n",
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      "hour_user_gender_id_click_last_60_minutes                     -0.003142\n",
      "hour_user_gender_id_click_last_360_minutes                    -0.003142\n",
      "                                                                 ...   \n",
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      "is_trade                                                       1.000000\n",
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      "360 ['hour', 'item_category_list', 'time', 'cnt'] 496482\n",
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      "hour_item_category_list_click_last_360_minutes                -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes       -0.005221\n",
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      "user_id_hour_click_last_10_minutes                            -0.005138\n",
      "shop_id_user_gender_id_click_last_360_minutes                 -0.004265\n",
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      "hour_user_gender_id_click_last_360_minutes                    -0.003142\n",
      "                                                                 ...   \n",
      "item_city_id_user_id_click_last_60_minutes                     0.009690\n",
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      "hour_item_id_click_last_360_minutes                            0.010982\n",
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      "                                                                 ...   \n",
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      "                                                                 ...   \n",
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      "360 ['user_gender_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
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      "item_brand_id_item_city_id_click_last_360_minutes             -0.003316\n",
      "                                                                 ...   \n",
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      "is_trade                                                       1.000000\n",
      "Name: is_trade, Length: 107, dtype: float64\n"
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      "360 ['user_gender_id', 'item_category_list', 'time', 'cnt'] 496482\n",
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      "user_gender_id_user_occupation_id_click_last_10_minutes       -0.003572\n",
      "                                                                 ...   \n",
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      "360 ['user_occupation_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_360_minutes       -0.029007\n",
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      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
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      "hour_item_id_click_last_60_minutes                              0.010982\n",
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      "is_trade                                                        1.000000\n",
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      "1440 ['item_brand_id', 'item_city_id', 'time', 'cnt'] 496482\n",
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      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
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      "1440 ['item_brand_id', 'shop_id', 'time', 'cnt'] 496482\n",
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      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
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      "1440 ['item_brand_id', 'user_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_360_minutes       -0.029007\n",
      "user_occupation_id_item_category_list_click_last_360_minutes   -0.026977\n",
      "item_city_id_user_gender_id_click_last_360_minutes             -0.025548\n",
      "item_city_id_item_category_list_click_last_360_minutes         -0.025161\n",
      "user_gender_id_item_category_list_click_last_60_minutes        -0.024950\n",
      "item_city_id_user_occupation_id_click_last_360_minutes         -0.024620\n",
      "hour_item_category_list_click_last_10_minutes                  -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes    -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes              -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes        -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes          -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes          -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes              -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                        -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes          -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes          -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes    -0.020773\n",
      "item_city_id_hour_click_last_360_minutes                       -0.019105\n",
      "item_city_id_hour_click_last_60_minutes                        -0.019105\n",
      "hour_item_category_list_click_last_360_minutes                 -0.019100\n",
      "hour_item_category_list_click_last_60_minutes                  -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_360_minutes       -0.009364\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes        -0.005221\n",
      "user_id_user_occupation_id_click_last_10_minutes               -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                   -0.005148\n",
      "user_id_hour_click_last_10_minutes                             -0.005138\n",
      "shop_id_user_gender_id_click_last_360_minutes                  -0.004265\n",
      "shop_id_user_occupation_id_click_last_360_minutes              -0.004129\n",
      "item_city_id_shop_id_click_last_360_minutes                    -0.004006\n",
      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
      "hour_item_id_click_last_360_minutes                             0.010982\n",
      "hour_item_id_click_last_60_minutes                              0.010982\n",
      "shop_id_item_id_click_last_360_minutes                          0.011031\n",
      "item_brand_id_item_id_click_last_360_minutes                    0.011031\n",
      "item_id_item_category_list_click_last_360_minutes               0.011031\n",
      "item_city_id_item_id_click_last_360_minutes                     0.011032\n",
      "item_id_user_gender_id_click_last_60_minutes                    0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes                0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                    0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes                0.012801\n",
      "shop_id_item_id_click_last_60_minutes                           0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                     0.013025\n",
      "item_id_item_category_list_click_last_60_minutes                0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                      0.013025\n",
      "hour_item_id_click_last_10_minutes                              0.013397\n",
      "shop_id_item_id_click_last_10_minutes                           0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                      0.013916\n",
      "item_id_item_category_list_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                     0.018660\n",
      "shop_id_user_id_click_last_10_minutes                           0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                     0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                    0.027785\n",
      "item_brand_id_user_id_click_last_1440_minutes                   0.028088\n",
      "shop_id_user_id_click_last_60_minutes                           0.032318\n",
      "user_id_item_id_click_last_10_minutes                           0.032776\n",
      "shop_id_user_id_click_last_360_minutes                          0.033626\n",
      "user_id_item_id_click_last_60_minutes                           0.040101\n",
      "user_id_item_id_click_last_360_minutes                          0.040415\n",
      "is_trade                                                        1.000000\n",
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      "532.5535233020782 s\n",
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      "1440 ['item_brand_id', 'hour', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_360_minutes       -0.029007\n",
      "user_occupation_id_item_category_list_click_last_360_minutes   -0.026977\n",
      "item_city_id_user_gender_id_click_last_360_minutes             -0.025548\n",
      "item_city_id_item_category_list_click_last_360_minutes         -0.025161\n",
      "user_gender_id_item_category_list_click_last_60_minutes        -0.024950\n",
      "item_city_id_user_occupation_id_click_last_360_minutes         -0.024620\n",
      "hour_item_category_list_click_last_10_minutes                  -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes    -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes              -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes        -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes          -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes          -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes              -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                        -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes          -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes          -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes    -0.020773\n",
      "item_city_id_hour_click_last_360_minutes                       -0.019105\n",
      "item_city_id_hour_click_last_60_minutes                        -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                  -0.019100\n",
      "hour_item_category_list_click_last_360_minutes                 -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_360_minutes       -0.009364\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes        -0.005221\n",
      "user_id_user_occupation_id_click_last_10_minutes               -0.005151\n",
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      "user_id_hour_click_last_10_minutes                             -0.005138\n",
      "shop_id_user_gender_id_click_last_360_minutes                  -0.004265\n",
      "shop_id_user_occupation_id_click_last_360_minutes              -0.004129\n",
      "item_city_id_shop_id_click_last_360_minutes                    -0.004006\n",
      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
      "hour_item_id_click_last_60_minutes                              0.010982\n",
      "hour_item_id_click_last_360_minutes                             0.010982\n",
      "shop_id_item_id_click_last_360_minutes                          0.011031\n",
      "item_brand_id_item_id_click_last_360_minutes                    0.011031\n",
      "item_id_item_category_list_click_last_360_minutes               0.011031\n",
      "item_city_id_item_id_click_last_360_minutes                     0.011032\n",
      "item_id_user_gender_id_click_last_60_minutes                    0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes                0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                    0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes                0.012801\n",
      "shop_id_item_id_click_last_60_minutes                           0.013025\n",
      "item_id_item_category_list_click_last_60_minutes                0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                     0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                      0.013025\n",
      "hour_item_id_click_last_10_minutes                              0.013397\n",
      "shop_id_item_id_click_last_10_minutes                           0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                      0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_id_item_category_list_click_last_10_minutes                0.013916\n",
      "item_brand_id_user_id_click_last_10_minutes                     0.018660\n",
      "shop_id_user_id_click_last_10_minutes                           0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                     0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                    0.027785\n",
      "item_brand_id_user_id_click_last_1440_minutes                   0.028088\n",
      "shop_id_user_id_click_last_60_minutes                           0.032318\n",
      "user_id_item_id_click_last_10_minutes                           0.032776\n",
      "shop_id_user_id_click_last_360_minutes                          0.033626\n",
      "user_id_item_id_click_last_60_minutes                           0.040101\n",
      "user_id_item_id_click_last_360_minutes                          0.040415\n",
      "is_trade                                                        1.000000\n",
      "Name: is_trade, Length: 113, dtype: float64\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "1440 ['item_brand_id', 'item_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_360_minutes       -0.029007\n",
      "user_occupation_id_item_category_list_click_last_360_minutes   -0.026977\n",
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      "user_gender_id_item_category_list_click_last_60_minutes        -0.024950\n",
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      "user_gender_id_item_category_list_click_last_10_minutes        -0.022943\n",
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      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
      "hour_item_id_click_last_60_minutes                              0.010982\n",
      "shop_id_item_id_click_last_360_minutes                          0.011031\n",
      "item_brand_id_item_id_click_last_360_minutes                    0.011031\n",
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      "item_brand_id_item_id_click_last_60_minutes                     0.013025\n",
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      "hour_item_id_click_last_10_minutes                              0.013397\n",
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      "item_id_item_category_list_click_last_10_minutes                0.013916\n",
      "shop_id_item_id_click_last_10_minutes                           0.013916\n",
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      "item_brand_id_item_id_click_last_1440_minutes                   0.017259\n",
      "item_brand_id_user_id_click_last_10_minutes                     0.018660\n",
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      "is_trade                                                        1.000000\n",
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      "1440 ['item_brand_id', 'user_gender_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_360_minutes       -0.029007\n",
      "user_occupation_id_item_category_list_click_last_360_minutes   -0.026977\n",
      "item_city_id_user_gender_id_click_last_360_minutes             -0.025548\n",
      "item_city_id_item_category_list_click_last_360_minutes         -0.025161\n",
      "user_gender_id_item_category_list_click_last_60_minutes        -0.024950\n",
      "item_city_id_user_occupation_id_click_last_360_minutes         -0.024620\n",
      "hour_item_category_list_click_last_10_minutes                  -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes    -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes              -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes        -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes          -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes          -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes              -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                        -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes          -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes          -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes    -0.020773\n",
      "item_city_id_hour_click_last_360_minutes                       -0.019105\n",
      "item_city_id_hour_click_last_60_minutes                        -0.019105\n",
      "hour_item_category_list_click_last_360_minutes                 -0.019100\n",
      "hour_item_category_list_click_last_60_minutes                  -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_360_minutes       -0.009364\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes        -0.005221\n",
      "user_id_user_occupation_id_click_last_10_minutes               -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                   -0.005148\n",
      "user_id_hour_click_last_10_minutes                             -0.005138\n",
      "shop_id_user_gender_id_click_last_360_minutes                  -0.004265\n",
      "shop_id_user_occupation_id_click_last_360_minutes              -0.004129\n",
      "item_city_id_shop_id_click_last_360_minutes                    -0.004006\n",
      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
      "hour_item_id_click_last_60_minutes                              0.010982\n",
      "shop_id_item_id_click_last_360_minutes                          0.011031\n",
      "item_brand_id_item_id_click_last_360_minutes                    0.011031\n",
      "item_id_item_category_list_click_last_360_minutes               0.011031\n",
      "item_city_id_item_id_click_last_360_minutes                     0.011032\n",
      "item_id_user_gender_id_click_last_60_minutes                    0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes                0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                    0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes                0.012801\n",
      "shop_id_item_id_click_last_60_minutes                           0.013025\n",
      "item_id_item_category_list_click_last_60_minutes                0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                     0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                      0.013025\n",
      "hour_item_id_click_last_10_minutes                              0.013397\n",
      "item_brand_id_item_id_click_last_10_minutes                     0.013916\n",
      "shop_id_item_id_click_last_10_minutes                           0.013916\n",
      "item_id_item_category_list_click_last_10_minutes                0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                      0.013916\n",
      "item_brand_id_item_id_click_last_1440_minutes                   0.017259\n",
      "item_brand_id_user_id_click_last_10_minutes                     0.018660\n",
      "shop_id_user_id_click_last_10_minutes                           0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                     0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                    0.027785\n",
      "item_brand_id_user_id_click_last_1440_minutes                   0.028088\n",
      "shop_id_user_id_click_last_60_minutes                           0.032318\n",
      "user_id_item_id_click_last_10_minutes                           0.032776\n",
      "shop_id_user_id_click_last_360_minutes                          0.033626\n",
      "user_id_item_id_click_last_60_minutes                           0.040101\n",
      "user_id_item_id_click_last_360_minutes                          0.040415\n",
      "is_trade                                                        1.000000\n",
      "Name: is_trade, Length: 115, dtype: float64\n"
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    },
    {
     "name": "stdout",
     "output_type": "stream",
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      "1440 ['item_brand_id', 'user_occupation_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_360_minutes       -0.029007\n",
      "user_occupation_id_item_category_list_click_last_360_minutes   -0.026977\n",
      "item_city_id_user_gender_id_click_last_360_minutes             -0.025548\n",
      "item_city_id_item_category_list_click_last_360_minutes         -0.025161\n",
      "user_gender_id_item_category_list_click_last_60_minutes        -0.024950\n",
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      "user_gender_id_item_category_list_click_last_10_minutes        -0.022943\n",
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      "item_city_id_item_category_list_click_last_10_minutes          -0.020810\n",
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      "hour_item_category_list_click_last_360_minutes                 -0.019100\n",
      "hour_item_category_list_click_last_60_minutes                  -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_360_minutes       -0.009364\n",
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      "user_id_user_occupation_id_click_last_10_minutes               -0.005151\n",
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      "user_id_hour_click_last_10_minutes                             -0.005138\n",
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      "shop_id_user_occupation_id_click_last_360_minutes              -0.004129\n",
      "item_city_id_shop_id_click_last_360_minutes                    -0.004006\n",
      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
      "hour_item_id_click_last_360_minutes                             0.010982\n",
      "shop_id_item_id_click_last_360_minutes                          0.011031\n",
      "item_brand_id_item_id_click_last_360_minutes                    0.011031\n",
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      "item_city_id_item_id_click_last_360_minutes                     0.011032\n",
      "item_id_user_gender_id_click_last_60_minutes                    0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes                0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                    0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes                0.012801\n",
      "shop_id_item_id_click_last_60_minutes                           0.013025\n",
      "item_id_item_category_list_click_last_60_minutes                0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                     0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                      0.013025\n",
      "hour_item_id_click_last_10_minutes                              0.013397\n",
      "shop_id_item_id_click_last_10_minutes                           0.013916\n",
      "item_id_item_category_list_click_last_10_minutes                0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                      0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_1440_minutes                   0.017259\n",
      "item_brand_id_user_id_click_last_10_minutes                     0.018660\n",
      "shop_id_user_id_click_last_10_minutes                           0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                     0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                    0.027785\n",
      "item_brand_id_user_id_click_last_1440_minutes                   0.028088\n",
      "shop_id_user_id_click_last_60_minutes                           0.032318\n",
      "user_id_item_id_click_last_10_minutes                           0.032776\n",
      "shop_id_user_id_click_last_360_minutes                          0.033626\n",
      "user_id_item_id_click_last_60_minutes                           0.040101\n",
      "user_id_item_id_click_last_360_minutes                          0.040415\n",
      "is_trade                                                        1.000000\n",
      "Name: is_trade, Length: 116, dtype: float64\n",
      "291.11208176612854 s\n",
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      "1440 ['item_brand_id', 'item_category_list', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_360_minutes       -0.029007\n",
      "user_occupation_id_item_category_list_click_last_360_minutes   -0.026977\n",
      "item_city_id_user_gender_id_click_last_360_minutes             -0.025548\n",
      "item_city_id_item_category_list_click_last_360_minutes         -0.025161\n",
      "user_gender_id_item_category_list_click_last_60_minutes        -0.024950\n",
      "item_city_id_user_occupation_id_click_last_360_minutes         -0.024620\n",
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      "item_city_id_user_gender_id_click_last_60_minutes              -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes        -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes          -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes          -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes              -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                        -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes          -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes          -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes    -0.020773\n",
      "item_city_id_hour_click_last_360_minutes                       -0.019105\n",
      "item_city_id_hour_click_last_60_minutes                        -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                  -0.019100\n",
      "hour_item_category_list_click_last_360_minutes                 -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_360_minutes       -0.009364\n",
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      "user_id_user_occupation_id_click_last_10_minutes               -0.005151\n",
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      "user_id_hour_click_last_10_minutes                             -0.005138\n",
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      "shop_id_user_occupation_id_click_last_360_minutes              -0.004129\n",
      "item_city_id_shop_id_click_last_360_minutes                    -0.004006\n",
      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
      "hour_item_id_click_last_360_minutes                             0.010982\n",
      "shop_id_item_id_click_last_360_minutes                          0.011031\n",
      "item_brand_id_item_id_click_last_360_minutes                    0.011031\n",
      "item_id_item_category_list_click_last_360_minutes               0.011031\n",
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      "item_id_user_occupation_id_click_last_10_minutes                0.012801\n",
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      "item_brand_id_item_id_click_last_60_minutes                     0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                      0.013025\n",
      "hour_item_id_click_last_10_minutes                              0.013397\n",
      "shop_id_item_id_click_last_10_minutes                           0.013916\n",
      "item_id_item_category_list_click_last_10_minutes                0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                      0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_brand_id_item_id_click_last_1440_minutes                   0.017259\n",
      "item_brand_id_user_id_click_last_10_minutes                     0.018660\n",
      "shop_id_user_id_click_last_10_minutes                           0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                     0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                    0.027785\n",
      "item_brand_id_user_id_click_last_1440_minutes                   0.028088\n",
      "shop_id_user_id_click_last_60_minutes                           0.032318\n",
      "user_id_item_id_click_last_10_minutes                           0.032776\n",
      "shop_id_user_id_click_last_360_minutes                          0.033626\n",
      "user_id_item_id_click_last_60_minutes                           0.040101\n",
      "user_id_item_id_click_last_360_minutes                          0.040415\n",
      "is_trade                                                        1.000000\n",
      "Name: is_trade, Length: 117, dtype: float64\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "1440 ['item_city_id', 'shop_id', 'time', 'cnt'] 496482\n",
      "user_gender_id_item_category_list_click_last_360_minutes       -0.029007\n",
      "user_occupation_id_item_category_list_click_last_360_minutes   -0.026977\n",
      "item_city_id_user_gender_id_click_last_360_minutes             -0.025548\n",
      "item_city_id_item_category_list_click_last_360_minutes         -0.025161\n",
      "user_gender_id_item_category_list_click_last_60_minutes        -0.024950\n",
      "item_city_id_user_occupation_id_click_last_360_minutes         -0.024620\n",
      "hour_item_category_list_click_last_10_minutes                  -0.023295\n",
      "user_occupation_id_item_category_list_click_last_60_minutes    -0.023209\n",
      "item_city_id_user_gender_id_click_last_60_minutes              -0.023112\n",
      "user_gender_id_item_category_list_click_last_10_minutes        -0.022943\n",
      "item_city_id_item_category_list_click_last_60_minutes          -0.022439\n",
      "item_city_id_user_occupation_id_click_last_60_minutes          -0.022221\n",
      "item_city_id_user_gender_id_click_last_10_minutes              -0.021907\n",
      "item_city_id_hour_click_last_10_minutes                        -0.021895\n",
      "item_city_id_user_occupation_id_click_last_10_minutes          -0.021005\n",
      "item_city_id_item_category_list_click_last_10_minutes          -0.020810\n",
      "user_occupation_id_item_category_list_click_last_10_minutes    -0.020773\n",
      "item_city_id_hour_click_last_360_minutes                       -0.019105\n",
      "item_city_id_hour_click_last_60_minutes                        -0.019105\n",
      "hour_item_category_list_click_last_60_minutes                  -0.019100\n",
      "hour_item_category_list_click_last_360_minutes                 -0.019100\n",
      "user_gender_id_user_occupation_id_click_last_360_minutes       -0.009364\n",
      "user_gender_id_user_occupation_id_click_last_60_minutes        -0.005221\n",
      "user_id_user_occupation_id_click_last_10_minutes               -0.005151\n",
      "user_id_user_gender_id_click_last_10_minutes                   -0.005148\n",
      "user_id_hour_click_last_10_minutes                             -0.005138\n",
      "shop_id_user_gender_id_click_last_360_minutes                  -0.004265\n",
      "shop_id_user_occupation_id_click_last_360_minutes              -0.004129\n",
      "item_city_id_shop_id_click_last_360_minutes                    -0.004006\n",
      "item_brand_id_shop_id_click_last_360_minutes                   -0.003671\n",
      "                                                                  ...   \n",
      "hour_item_id_click_last_360_minutes                             0.010982\n",
      "shop_id_item_id_click_last_360_minutes                          0.011031\n",
      "item_brand_id_item_id_click_last_360_minutes                    0.011031\n",
      "item_id_item_category_list_click_last_360_minutes               0.011031\n",
      "item_city_id_item_id_click_last_360_minutes                     0.011032\n",
      "item_id_user_gender_id_click_last_60_minutes                    0.011060\n",
      "item_id_user_occupation_id_click_last_60_minutes                0.011311\n",
      "item_id_user_gender_id_click_last_10_minutes                    0.012598\n",
      "item_id_user_occupation_id_click_last_10_minutes                0.012801\n",
      "shop_id_item_id_click_last_60_minutes                           0.013025\n",
      "item_brand_id_item_id_click_last_60_minutes                     0.013025\n",
      "item_id_item_category_list_click_last_60_minutes                0.013025\n",
      "item_city_id_item_id_click_last_60_minutes                      0.013025\n",
      "hour_item_id_click_last_10_minutes                              0.013397\n",
      "shop_id_item_id_click_last_10_minutes                           0.013916\n",
      "item_id_item_category_list_click_last_10_minutes                0.013916\n",
      "item_brand_id_item_id_click_last_10_minutes                     0.013916\n",
      "item_city_id_item_id_click_last_10_minutes                      0.013916\n",
      "item_brand_id_item_id_click_last_1440_minutes                   0.017259\n",
      "item_brand_id_user_id_click_last_10_minutes                     0.018660\n",
      "shop_id_user_id_click_last_10_minutes                           0.023395\n",
      "item_brand_id_user_id_click_last_60_minutes                     0.026799\n",
      "item_brand_id_user_id_click_last_360_minutes                    0.027785\n",
      "item_brand_id_user_id_click_last_1440_minutes                   0.028088\n",
      "shop_id_user_id_click_last_60_minutes                           0.032318\n",
      "user_id_item_id_click_last_10_minutes                           0.032776\n",
      "shop_id_user_id_click_last_360_minutes                          0.033626\n",
      "user_id_item_id_click_last_60_minutes                           0.040101\n",
      "user_id_item_id_click_last_360_minutes                          0.040415\n",
      "is_trade                                                        1.000000\n",
      "Name: is_trade, Length: 118, dtype: float64\n",
      "292.6343722343445 s\n",
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     ]
    },
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-7-4b44a5dde42d>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     11\u001b[0m             \u001b[0mclick\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     12\u001b[0m             \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mtim\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 13\u001b[1;33m                 \u001b[0mdata_before\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata_all\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_all\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m>\u001b[0m\u001b[0mtim\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m-\u001b[0m\u001b[0mtg\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m&\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_all\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m<\u001b[0m\u001b[0mtim\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     14\u001b[0m                 \u001b[0mdata_now\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mdata_all\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mdata_all\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'time'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m==\u001b[0m\u001b[0mtim\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     15\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata_before\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m==\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\ops.py\u001b[0m in \u001b[0;36mwrapper\u001b[1;34m(self, other, axis)\u001b[0m\n\u001b[0;32m    877\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    878\u001b[0m             \u001b[1;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ignore'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 879\u001b[1;33m                 \u001b[0mres\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mna_op\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    880\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_scalar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mres\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    881\u001b[0m                 raise TypeError('Could not compare {typ} type with Series'\n",
      "\u001b[1;32m~\\Anaconda3\\lib\\site-packages\\pandas\\core\\ops.py\u001b[0m in \u001b[0;36mna_op\u001b[1;34m(x, y)\u001b[0m\n\u001b[0;32m    814\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    815\u001b[0m                 \u001b[1;32mwith\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0merrstate\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mall\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ignore'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 816\u001b[1;33m                     \u001b[0mresult\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgetattr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    817\u001b[0m                 \u001b[1;32mif\u001b[0m \u001b[0mresult\u001b[0m \u001b[1;32mis\u001b[0m \u001b[0mNotImplemented\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    818\u001b[0m                     \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"invalid type comparison\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['cnt', 'week_day', 'hour', 'day', 'min', 'context_id',\n",
       "       'context_page_id', 'context_timestamp', 'instance_id', 'is_trade',\n",
       "       'item_brand_id', 'item_category_list', 'item_city_id',\n",
       "       'item_collected_level', 'item_id', 'item_price_level',\n",
       "       'item_property_list', 'item_pv_level', 'item_sales_level',\n",
       "       'predict_category_property', 'shop_id', 'shop_review_num_level',\n",
       "       'shop_review_positive_rate', 'shop_score_delivery',\n",
       "       'shop_score_description', 'shop_score_service', 'shop_star_level',\n",
       "       'user_age_level', 'user_gender_id', 'user_id', 'user_occupation_id',\n",
       "       'user_star_level', 'time'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_all.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_all = pd.read_csv(\"data_for_click_statistics.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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